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Hananeh Aliee

2 accepted papers

2022

Sparsity in Continuous-Depth Neural Networks

NeurIPS 2022accept

Neural Ordinary Differential Equations (NODEs) have proven successful in learning dynamical systems in terms of accurately recovering the observed trajectories. While different types of sparsity have been proposed to improve robustness, the generalization properties of NODEs for dynamical systems be…

2021

A sandbox for prediction and integration of DNA, RNA, and proteins in single cells

NeurIPS 2021poster

The last decade has witnessed a technological arms race to encode the molecular states of cells into DNA libraries, turning DNA sequencers into scalable single-cell microscopes. Single-cell measurement of chromatin accessibility (DNA), gene expression (RNA), and proteins has revealed rich cellular d…

Cited by 126SourceScholar